data-augmentation

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snorkel-team /snorkel

Star5.8k

A system for quickly generating training data with weak supervision

python data-science machine-learning ai weak-supervision snorkel labeling data-augmentation training-data data-slicing

UpdatedMay 2, 2024
Python

NVIDIA /DALI

Star5.3k

A GPU-accelerated library containing highly optimized building blocks and an execution engine for data processing to accelerate deep learning training and inference applications.

python machine-learning deep-learning neural-network mxnet gpu image-processing pytorch gpu-tensorflow data-processing data-augmentation audio-processing paddle image-augmentation fast-data-pipeline

UpdatedMar 17, 2025
C++

ZhaoJ9014 /face.evoLVe

Star3.5k

🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥

machine-learning computer-vision deep-learning pytorch artificial-intelligence feature-extraction supervised-learning face-recognition face-detection tencent transfer-learning nus convolutional-neural-network data-augmentation face-alignment imbalanced-learning model-training fine-tuning face-landmark-detection hard-negative-mining

UpdatedDec 23, 2022
Python

QData /TextAttack

Star3.1k

TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLPhttps://textattack.readthedocs.io/en/master/

nlp security machine-learning natural-language-processing data-augmentation adversarial-machine-learning adversarial-examples adversarial-attacks

UpdatedJul 25, 2024
Python

webdataset /webdataset

Star2.5k

A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.

deep-learning pytorch data-augmentation webdataset webdataset-format

UpdatedFeb 12, 2025
Python

TorchIO-project /torchio

Star2.1k

Medical imaging processing for deep learning.

python machine-learning deep-learning pytorch medical-image-computing medical-images data-augmentation augmentation medical-image-processing medical-image-analysis medical-imaging-datasets medical-imaging-with-deep-learning

UpdatedMar 17, 2025
Python

iver56 /audiomentations

Sponsor

Star2k

A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.

audio python music machine-learning deep-learning dsp sound sound-processing data-augmentation augmentation audio-effects audio-data-augmentation

UpdatedMar 17, 2025
Python

425776024 /nlpcda

Star1.8k

一键中文数据增强包； NLP数据增强、bert数据增强、EDA：pip install nlpcda

nlp data-augmentation chinese-data-augmentation nlpcda chinese-eda

UpdatedApr 15, 2024
Python

fastdup is a powerful, free tool designed to rapidly generate valuable insights from image and video datasets. It helps enhance the quality of both images and labels, while significantly reducing data operation costs, all with unmatched scalability.

visualization python machine-learning image deep-learning image-processing dataset image-classification outlier-detection object-detection image-analysis visual-search data-augmentation data-curation visualization-tools image-similarity image-duplicate-detection novelty-detection image-classfication

UpdatedJan 16, 2025
Python

AgaMiko /data-augmentation-review

Star1.6k

List of useful data augmentation resources. You will find here some not common techniques, libraries, links to GitHub repos, papers, and others.

review machine-learning survey generative-adversarial-network style-transfer data-generation data-augmentation image-augmentation data-synthesis autoaugment audio-augmentation data-augmentations augmentation-policies nlp-augmentation graph-data-augmentation

UpdatedAug 14, 2024

jasonwei20 /eda_nlp

Star1.6k

Data augmentation for NLP, presented at EMNLP 2019

nlp text-classification position cnn embeddings synonyms swap classification rnn sentence data-augmentation

UpdatedMar 19, 2023
Python

yongzhuo /nlp_xiaojiang

Star1.5k

自然语言处理（nlp），小姜机器人（闲聊检索式chatbot），BERT句向量-相似度（Sentence Similarity），XLNET句向量-相似度（text xlnet embedding），文本分类（Text classification），实体提取（ner，bert+bilstm+crf），数据增强（text augment, data enhance），同义句同义词生成，句子主干提取（mainpart），中文汉语短文本相似度，文本特征工程，keras-http-service调用

nlp text-classification distance chatbot chinese feature bert data-augmentation enhance text-augment xlnet

UpdatedSep 23, 2021
Python

LirongWu /awesome-graph-self-supervised-learning

Star1.4k

Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"

machine-learning deep-learning transfer-learning representation-learning unsupervised-learning data-augmentation graph-neural-networks self-supervised-learning pre-training pretext-task

UpdatedAug 15, 2024

zhanlaoban /EDA_NLP_for_Chinese

Star1.4k

An implement of the paper of EDA for Chinese corpus.中文语料的EDA数据增强工具。NLP数据增强。论文阅读笔记。

text-classification eda chinese data-augmentation chinese-data-augmentation easy-data-augmentation

UpdatedMay 31, 2022
Python

Paperspace /DataAugmentationForObjectDetection

Star1.1k

Data Augmentation For Object Detection

opencv deep-learning object-detection data-augmentation bounding-box imagine-augmentation

UpdatedApr 14, 2020
Jupyter Notebook

asteroid-team /torch-audiomentations

Star1k

Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.

audio python music machine-learning deep-learning dsp waveform sound pytorch sound-processing data-augmentation augmentation audio-effects differentiable-data-augmentation audio-data-augmentation

UpdatedJan 15, 2025
Python

Tebmer /Awesome-Knowledge-Distillation-of-LLMs

Star926

This repository collects papers for "A Survey on Knowledge Distillation of Large Language Models". We break down KD into Knowledge Elicitation and Distillation Algorithms, and explore the Skill & Vertical Distillation of LLMs.

compression feedback survey alignment self-training multi-modal knowledge-distillation data-augmentation kd data-synthesis self-distillation instruction-following llm large-language-model supervised-finetuning